Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
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AWS Knowledge Base MCP Server
# AWS Knowledge Base MCP Server ## Usage <table><tr><td>Claude Desktop</td><td>GitHub Copilot</td></tr><tr><td> ```json { "mcpServers": { "knowledge-base": {…
Laravel Docs MCP Server
A Laravel developer's MCP companion. Get the absolute best advice, recommendations, and up-to-date documentation for the entire Laravel ecosystem.
Nova Mcp
t stores your project context, decisions, and knowledge locally in SQLite - no cloud, no telemetry. Your data stays on your machine.
MCP Server with FAISS for RAG
# MCP Server with FAISS for RAG This project provides a proof-of-concept implementation of a Machine Conversation Protocol (MCP) server that allows an AI agent…
MCP Knowledge Base
A knowledge base and experimental playground for exploring the Model Context Protocol (MCP)—understanding how hosts, servers, LLMs, and tools interact.
Spring Boot AI
Spring Boot AI is a sample application demonstrating how to build an AI agent using Spring AI, the Model Context Protocol (MCP), and Retrieval Augmented…
BGPT MCP
Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample…
MCP-RAG: Modular RAG Pipeline using MCP & GroundX
MCP server Implantation for RAG (GroundX API)
MCP with RAG Demo
This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows…
Confluence Mcp Server
It is a sample Model Context Protocol (MCP) server implementation that uses the Confluence API to retrieve and create Confluence pages. It is intended for…
Learn MCP
A sample project for learning MCP development, featuring a calculator for math operations and a prompt flow server for various templates.
Cupertino
Apple Documentation MCP Server - Search Apple docs, Swift Evolution, and sample code
Obsidian Mcp Server
# Obsidian MCP Server [](https://github.com/smith-and-web/obsidian…
MCP Server for Up-to-Date Library Documentation
# MCP Server for Up-to-Date Library Documentation [](https://www.python.org/)…
Graphiti MCP Server 🧠
# Graphiti MCP Server 🧠 [](https://www.python.org/downloads/release/python-3100/)…
Firebase Docs MCP Server Setup
This is a sample for showing how to do FIrebase Docs as an MCP server (including indexing documents)
mcp-server-with-bun
# mcp-server-with-bun This is an mcp server using `bun.sh`. ## Scripts To install dependencies: ```bash bun install ``` To run: ```bash bun server ```…
MCP Knowledge Base Assistant
An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE
DICOM MCP Server
Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances, as well…
🗒️ MCP-Server: AI Sticky Notes
# 🗒️ MCP-Server: AI Sticky Notes MCP-Server is a lightweight and modular Python server that allows you to **create**, **read**, and **summarize** sticky notes…
MCP Server using Amazon Q Business Cross App index
An MCP server that integrates with Amazon Q Business' cross-app index to answer questions based on uploaded synthetic data. It is designed for users who want…
Rag Starter
# rag-starter — chat with your documents (RAG), with citations A production-ready starter that turns a folder of documents into a **cited Q&A service**. Drop…
Neo4j MCP Server for Cursor
Connects to Neo4j graph databases with ability to use GDS functions ( when available), a read only mode , and set the sample size for schema detection